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What are Gaussian Mixture Models? Explain how it works.
Advanced Machine Learning
Explain Expectation-Maximization Algorithm.
Advanced Deep Learning
Explain how Support Vector Machine (SVM) works? Describe Optimization of Hinge Loss in terms of lagrange.
Explain the scale-invariant feature transformation algorithm in detail.
Advanced Computer Vision
Explain Edge detection in detail. What are the most commonly used edge detection methods?
What is object tracking? What are some standard techniques to do object tracking?
Write a function to make a biased coin from a fair coin?
Given a generator of unbiased Bernoulli numbers (0 or 1 with p=0.5), create a biased Bernoulli trial generator (generate 0 or 1 with the specified 0 < p < 1)
Explain the difference between bagging and boosting models.
Machine Learning Basics